RRepoGEO

REPOGEO REPORT · LITE

deanpeters/Product-Manager-Skills

Default branch main · commit 70fb6c4e · scanned 5/29/2026, 11:41:48 PM

GitHub: 4,618 stars · 589 forks

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface deanpeters/Product-Manager-Skills, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README H1 and opening paragraph for AI PM focus

    Why:

    CURRENT
    # Product Manager Skills

Help product managers become more awesome at their craft — and help them send the ladder down to others.
    COPY-PASTE FIX
    # Product Manager Skills for AI Agents & Projects

This framework provides battle-tested product management skills and workflows specifically designed for developing and managing AI agents and AI-driven projects. It aims to help product managers become more awesome at their craft, especially in the evolving landscape of AI.
  • mediumreadme#2
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (CC BY-NC-SA 4.0). See the [LICENSE](LICENSE) file for full details.
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/deanpeters/Product-Manager-Skills

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface deanpeters/Product-Manager-Skills
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Applied AI Product Management by Google Cloud
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Applied AI Product Management by Google Cloud · recommended 1×
  2. AI Product Management Specialization by Duke University · recommended 1×
  3. AI Superpowers: China, Silicon Valley, and the New World Order · recommended 1×
  4. Designing Machine Learning Systems · recommended 1×
  5. Human-Centered AI · recommended 1×
  • CATEGORY QUERY
    How can I improve product management skills specifically for AI-driven projects or agents?
    you: not recommended
    AI recommended (in order):
    1. Applied AI Product Management by Google Cloud
    2. AI Product Management Specialization by Duke University
    3. AI Superpowers: China, Silicon Valley, and the New World Order
    4. Designing Machine Learning Systems
    5. Human-Centered AI
    6. TensorFlow (tensorflow/tensorflow)
    7. PyTorch (pytorch/pytorch)
    8. Gartner Hype Cycle for Artificial Intelligence

    AI recommended 8 alternatives but never named deanpeters/Product-Manager-Skills. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are essential product management skills and workflows for developing AI agents effectively?
    you: not recommended
    AI recommended (in order):
    1. TensorFlow
    2. PyTorch
    3. scikit-learn
    4. OpenAI's API
    5. GPT-4
    6. Scale AI
    7. Appen
    8. Labelbox
    9. Amazon S3
    10. Google Cloud Storage
    11. Snowflake
    12. Databricks
    13. NIST AI Risk Management Framework
    14. LangChain
    15. LlamaIndex
    16. Weights & Biases
    17. MLflow
    18. Figma
    19. Sketch
    20. IBM AI Fairness 360
    21. Google's What-If Tool
    22. LIME
    23. SHAP
    24. Partnership on AI
    25. EU AI Act
    26. Optimizely
    27. LaunchDarkly
    28. Jira
    29. Asana
    30. Trello
    31. Slack
    32. Microsoft Teams
    33. Confluence
    34. UserTesting
    35. Qualtrics
    36. Miro
    37. Lucidchart
    38. Productboard
    39. Jupyter Notebooks
    40. Pandas
    41. Tableau
    42. Power BI
    43. Aha!
    44. Streamlit
    45. Gradio
    46. Hugging Face Spaces
    47. SurveyMonkey
    48. Amazon SageMaker
    49. Google Cloud AI Platform
    50. Azure Machine Learning
    51. Datadog
    52. Prometheus
    53. Grafana
    54. Arize AI
    55. WhyLabs
    56. Intercom
    57. Zendesk
    58. Google Analytics
    59. Mixpanel
    60. Amplitude
    61. GitHub Issues

    AI recommended 61 alternatives but never named deanpeters/Product-Manager-Skills. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of deanpeters/Product-Manager-Skills?
    pass
    AI named deanpeters/Product-Manager-Skills explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts deanpeters/Product-Manager-Skills in production, what risks or prerequisites should they evaluate first?
    pass
    AI named deanpeters/Product-Manager-Skills explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo deanpeters/Product-Manager-Skills solve, and who is the primary audience?
    pass
    AI did not name deanpeters/Product-Manager-Skills — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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